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Posts by Afzal Malik

Home » Archives for Afzal Malik
About Afzal Malik
Afzal Malik is an AI/ML Engineer with over 6 years of experience in IT, specializing in integrating AI systems and building intelligent chat agents. He is passionate about using data and AI to solve complex business problems. His expertise includes PySpark, Pandas, AWS Glue, AWS Data Wrangler, and AI/ML technologies. He holds certifications as an AWS Solutions Architect, AWS Data Engineer, and AWS AI/ML Foundation certified professional. Currently working on cutting-edge AI system integrations and developing conversational AI agents for enterprise applications.
Abstract AI agent observability dashboard with trace lines, cost gauges, evaluation checks, and safety controls
Posted inAI Technical Blogs

Agentic Harness Observability: OpenTelemetry, Evals and FinOps for AI Agents

Learn how to observe AI agents with OpenTelemetry traces, evals, guardrails, and FinOps metrics tied to one agentic harness run ID before production fails.
Posted by Afzal Malik August 13, 2026
What Is Context Compaction? How OpenClaw Keeps Long AI Chats Alive
Posted inAI

What Is Context Compaction? How OpenClaw Keeps Long AI Chats Alive

Context compaction summarizes long AI agent chats before they hit the context limit. Here is how OpenClaw does it, and the config knobs you actually control.
Posted by Afzal Malik August 12, 2026
OpenClaw Configuration Basics: A Beginner’s Guide to openclaw.json
Posted inAI

OpenClaw Configuration Basics: A Beginner’s Guide to openclaw.json

New to OpenClaw? Learn where openclaw.json lives, the four config sections that matter, and the safe way to edit, validate, and restart your setup.
Posted by Afzal Malik August 12, 2026
What Is the OpenClaw Context Engine? How Your Agent Builds Model Context
Posted inAI

What Is the OpenClaw Context Engine? How Your Agent Builds Model Context

The OpenClaw context engine decides what your AI agent sends to the model. Learn its 4 lifecycle hooks, the legacy default, and its quarantine failsafe.
Posted by Afzal Malik August 12, 2026
OpenClaw Sessions Explained: Routing, Isolation, and When They Reset
Posted inAI

OpenClaw Sessions Explained: Routing, Isolation, and When They Reset

How OpenClaw sessions work: message routing by origin, the dmScope setting that stops DM leaks, session lifecycle and resets, and where state lives on disk.
Posted by Afzal Malik August 12, 2026
Nano Banana Image Generation: Using Gemini 3’s Image Models on Vertex AI
Posted inAI

Nano Banana Image Generation: Using Gemini 3’s Image Models on Vertex AI

Nano Banana image generation for developers: the four Gemini 3 image models, real pricing, and a no-API-key Python script to make images on Vertex AI.
Posted by Afzal Malik August 11, 2026
OpenClaw Agent Memory: How Your AI Agent Remembers Across Sessions
Posted inAI

OpenClaw Agent Memory: How Your AI Agent Remembers Across Sessions

OpenClaw agent memory keeps what your AI agent knows in plain Markdown files, then promotes durable facts automatically. Here's how it actually works.
Posted by Afzal Malik August 8, 2026
OpenClaw Multi-Agent Routing: Run Isolated AI Agents on One Server
Posted inAI

OpenClaw Multi-Agent Routing: Run Isolated AI Agents on One Server

Run multiple isolated AI agents on one server. OpenClaw multi-agent routing uses deterministic bindings to send each message to the right agent, no LLM.
Posted by Afzal Malik August 7, 2026
Chunking and Reranking in RAG: The Two Dials That Matter More Than Your Model
Posted inAI Data Engineering

Chunking and Reranking in RAG: The Two Dials That Matter More Than Your Model

Chunking and reranking in RAG are the two dials that decide retrieval quality. A practical guide to chunk size, strategies, and cross-encoder rerankers.
Posted by Afzal Malik August 5, 2026
OpenClaw Architecture Explained: One Gateway, One Port, One Loop
Posted inAI

OpenClaw Architecture Explained: One Gateway, One Port, One Loop

OpenClaw architecture explained from the actual docs: how the Gateway, WebSocket control plane, agent loop, and device pairing work in one self-hosted process.
Posted by Afzal Malik August 5, 2026

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